Profiling Report

Dataset statistics

Number of variables	17
Number of observations	13932
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.8 MiB
Average record size in memory	136.0 B

Variable types

Numeric	15
Categorical	2

Alerts

`CNTR_DIST` is highly overall correlated with `LATITUDE` and 5 other fields	High correlation
`LATITUDE` is highly overall correlated with `CNTR_DIST` and 2 other fields	High correlation
`LONGITUDE` is highly overall correlated with `CNTR_DIST` and 2 other fields	High correlation
`PARCELNO` is highly overall correlated with `CNTR_DIST`	High correlation
`SALE_PRC` is highly overall correlated with `TOT_LVG_AREA`	High correlation
`SUBCNTR_DI` is highly overall correlated with `CNTR_DIST`	High correlation
`TOT_LVG_AREA` is highly overall correlated with `SALE_PRC`	High correlation
`WATER_DIST` is highly overall correlated with `CNTR_DIST` and 2 other fields	High correlation
`age` is highly overall correlated with `CNTR_DIST`	High correlation
`avno60plus` is highly imbalanced (88.8%)	Imbalance
`SPEC_FEAT_VAL` has 2290 (16.4%) zeros	Zeros
`age` has 1003 (7.2%) zeros	Zeros

Reproduction

Analysis started	2024-11-17 12:15:25.580383
Analysis finished	2024-11-17 12:15:51.911810
Duration	26.33 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

LATITUDE
Real number (ℝ)

High correlation

Distinct	13776
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.728811

Minimum	25.434333
Maximum	25.974382
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.0 KiB

Quantile statistics

Minimum	25.434333
5-th percentile	25.485134
Q1	25.620056
median	25.73181
Q3	25.852269
95-th percentile	25.947349
Maximum	25.974382
Range	0.54004849
Interquartile range (IQR)	0.23221249

Descriptive statistics

Standard deviation	0.14063328
Coefficient of variation (CV)	0.0054659845
Kurtosis	-0.969276
Mean	25.728811
Median Absolute Deviation (MAD)	0.11667937
Skewness	-0.094570331
Sum	358453.8
Variance	0.019777721
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.83753571	3	< 0.1%
25.81659054	3	< 0.1%
25.74963975	3	< 0.1%
25.90807992	3	< 0.1%
25.71937295	2	< 0.1%
25.86168199	2	< 0.1%
25.71296095	2	< 0.1%
25.85494095	2	< 0.1%
25.8861223	2	< 0.1%
25.94647111	2	< 0.1%
Other values (13766)	13908	99.8%

Value	Count	Frequency (%)
25.43433337	1	< 0.1%
25.43575892	1	< 0.1%
25.43706849	1	< 0.1%
25.43775676	1	< 0.1%
25.4383722	1	< 0.1%
25.43837415	1	< 0.1%
25.43837629	1	< 0.1%
25.43842456	1	< 0.1%
25.43852239	1	< 0.1%
25.43877887	1	< 0.1%

Value	Count	Frequency (%)
25.97438187	1	< 0.1%
25.97395801	1	< 0.1%
25.97379156	1	< 0.1%
25.97359426	1	< 0.1%
25.97355639	1	< 0.1%
25.97317637	2	< 0.1%
25.97268857	1	< 0.1%
25.9726663	1	< 0.1%
25.97249165	1	< 0.1%
25.97248511	1	< 0.1%

LONGITUDE
Real number (ℝ)

High correlation

Distinct	13776
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-80.327475

Minimum	-80.542172
Maximum	-80.119746
Zeros	0
Zeros (%)	0.0%
Negative	13932
Negative (%)	100.0%
Memory size	109.0 KiB

Quantile statistics

Minimum	-80.542172
5-th percentile	-80.449447
Q1	-80.403278
median	-80.338911
Q3	-80.258019
95-th percentile	-80.176288
Maximum	-80.119746
Range	0.42242571
Interquartile range (IQR)	0.14525877

Descriptive statistics

Standard deviation	0.089199072
Coefficient of variation (CV)	-0.0011104429
Kurtosis	-0.90812949
Mean	-80.327475
Median Absolute Deviation (MAD)	0.071942984
Skewness	0.29259217
Sum	-1119122.4
Variance	0.0079564745
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-80.2288869	3	< 0.1%
-80.19838682	3	< 0.1%
-80.43151479	3	< 0.1%
-80.16795412	3	< 0.1%
-80.44264629	2	< 0.1%
-80.19670144	2	< 0.1%
-80.4448762	2	< 0.1%
-80.17721289	2	< 0.1%
-80.22574991	2	< 0.1%
-80.16067606	2	< 0.1%
Other values (13766)	13908	99.8%

Value	Count	Frequency (%)
-80.5421721	1	< 0.1%
-80.54215815	1	< 0.1%
-80.53541025	1	< 0.1%
-80.53425471	1	< 0.1%
-80.53196902	1	< 0.1%
-80.53136452	1	< 0.1%
-80.53098823	1	< 0.1%
-80.52944659	1	< 0.1%
-80.52917238	1	< 0.1%
-80.52741485	1	< 0.1%

Value	Count	Frequency (%)
-80.11974639	1	< 0.1%
-80.121107	1	< 0.1%
-80.12138187	1	< 0.1%
-80.12139013	1	< 0.1%
-80.12141131	1	< 0.1%
-80.12150487	1	< 0.1%
-80.12201303	1	< 0.1%
-80.1225595	1	< 0.1%
-80.12256411	1	< 0.1%
-80.12290527	1	< 0.1%

PARCELNO
Real number (ℝ)

High correlation

Distinct	13776
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1642637 × 10^-311

Minimum	5.0395092 × 10^-313
Maximum	1.8083643 × 10^-311
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.0 KiB

Quantile statistics

Minimum	5.0395092 × 10^-313
5-th percentile	6.9692965 × 10^-313
Q1	5.3317589 × 10^-312
median	1.5021078 × 10^-311
Q3	1.511925 × 10^-311
95-th percentile	1.7441408 × 10^-311
Maximum	1.8083643 × 10^-311
Range	1.7579692 × 10^-311
Interquartile range (IQR)	9.7874909 × 10^-312

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	0
Kurtosis	0
Mean	1.1642637 × 10^-311
Median Absolute Deviation (MAD)	1.4347741 × 10^-313
Skewness	0
Sum	1.6220522 × 10^-307
Variance	0
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.49758711 × 10^-311	3	< 0.1%
6.484127447 × 10^-313	3	< 0.1%
1.506456198 × 10^-311	3	< 0.1%
1.493165206 × 10^-311	3	< 0.1%
1.506510008 × 10^-311	2	< 0.1%
5.593120195 × 10^-312	2	< 0.1%
1.506544562 × 10^-311	2	< 0.1%
6.52512795 × 10^-313	2	< 0.1%
3.069433055 × 10^-312	2	< 0.1%
3.567352281 × 10^-312	2	< 0.1%
Other values (13766)	13908	99.8%

Value	Count	Frequency (%)
5.039509163 × 10^-313	1	< 0.1%
5.039963707 × 10^-313	1	< 0.1%
6.478188765 × 10^-313	1	< 0.1%
6.478192721 × 10^-313	1	< 0.1%
6.478192731 × 10^-313	1	< 0.1%
6.478194682 × 10^-313	1	< 0.1%
6.478212481 × 10^-313	1	< 0.1%
6.478222347 × 10^-313	1	< 0.1%
6.478685803 × 10^-313	1	< 0.1%
6.478687296 × 10^-313	1	< 0.1%

Value	Count	Frequency (%)
1.808364335 × 10^-311	1	< 0.1%
1.808364335 × 10^-311	1	< 0.1%
1.808364335 × 10^-311	1	< 0.1%
1.808364335 × 10^-311	1	< 0.1%
1.808364335 × 10^-311	1	< 0.1%
1.808364335 × 10^-311	1	< 0.1%
1.808364335 × 10^-311	1	< 0.1%
1.808364335 × 10^-311	1	< 0.1%
1.808364335 × 10^-311	1	< 0.1%
1.808364335 × 10^-311	1	< 0.1%

SALE_PRC
Real number (ℝ)

High correlation

Distinct	2111
Distinct (%)	15.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	399941.93

Minimum	72000
Maximum	2650000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.0 KiB

Quantile statistics

Minimum	72000
5-th percentile	145355
Q1	235000
median	310000
Q3	428000
95-th percentile	1019900
Maximum	2650000
Range	2578000
Interquartile range (IQR)	193000

Descriptive statistics

Standard deviation	317214.68
Coefficient of variation (CV)	0.79315185
Kurtosis	13.275156
Mean	399941.93
Median Absolute Deviation (MAD)	90000
Skewness	3.2155058
Sum	5.571991 × 10⁹
Variance	1.0062516 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
250000	196	1.4%
300000	193	1.4%
260000	163	1.2%
270000	163	1.2%
280000	152	1.1%
290000	152	1.1%
350000	151	1.1%
265000	150	1.1%
285000	145	1.0%
210000	142	1.0%
Other values (2101)	12325	88.5%

Value	Count	Frequency (%)
72000	4	< 0.1%
73000	1	< 0.1%
74900	1	< 0.1%
75000	8	0.1%
76000	4	< 0.1%
76800	1	< 0.1%
77000	1	< 0.1%
77800	1	< 0.1%
78000	3	< 0.1%
79000	2	< 0.1%

Value	Count	Frequency (%)
2650000	4	< 0.1%
2639300	1	< 0.1%
2637500	1	< 0.1%
2625000	1	< 0.1%
2600000	7	0.1%
2599000	1	< 0.1%
2575000	1	< 0.1%
2550000	4	< 0.1%
2510000	1	< 0.1%
2500000	7	0.1%

LND_SQFOOT
Real number (ℝ)

Distinct	4696
Distinct (%)	33.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8620.8799

Minimum	1248
Maximum	57064
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.0 KiB

Quantile statistics

Minimum	1248
5-th percentile	3761.65
Q1	5400
median	7500
Q3	9126.25
95-th percentile	17400
Maximum	57064
Range	55816
Interquartile range (IQR)	3726.25

Descriptive statistics

Standard deviation	6070.0887
Coefficient of variation (CV)	0.70411475
Kurtosis	19.076805
Mean	8620.8799
Median Absolute Deviation (MAD)	1928.5
Skewness	3.8301152
Sum	1.201061 × 10⁸
Variance	36845977
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7500	1021	7.3%
5000	627	4.5%
6000	312	2.2%
7875	187	1.3%
8250	136	1.0%
8000	129	0.9%
15000	121	0.9%
5500	114	0.8%
5250	110	0.8%
10000	109	0.8%
Other values (4686)	11066	79.4%

Value	Count	Frequency (%)
1248	1	< 0.1%
1262	1	< 0.1%
1279	1	< 0.1%
1392	5	< 0.1%
1471	1	< 0.1%
1522	1	< 0.1%
1635	2	< 0.1%
1644	4	< 0.1%
1881	1	< 0.1%
1889	1	< 0.1%

Value	Count	Frequency (%)
57064	1	< 0.1%
56192	2	< 0.1%
55757	3	< 0.1%
55321	1	< 0.1%
54886	3	< 0.1%
54450	10	0.1%
53579	2	< 0.1%
52272	1	< 0.1%
52102	1	< 0.1%
51836	1	< 0.1%

TOT_LVG_AREA
Real number (ℝ)

High correlation

Distinct	2978
Distinct (%)	21.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2058.0446

Minimum	854
Maximum	6287
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.0 KiB

Quantile statistics

Minimum	854
5-th percentile	1087
Q1	1470
median	1877.5
Q3	2471
95-th percentile	3630
Maximum	6287
Range	5433
Interquartile range (IQR)	1001

Descriptive statistics

Standard deviation	813.53854
Coefficient of variation (CV)	0.39529685
Kurtosis	2.4872901
Mean	2058.0446
Median Absolute Deviation (MAD)	471.5
Skewness	1.3469304
Sum	28672677
Variance	661844.95
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3079	29	0.2%
3199	27	0.2%
1440	24	0.2%
2176	22	0.2%
1701	22	0.2%
2578	21	0.2%
2193	21	0.2%
2091	21	0.2%
1606	20	0.1%
2514	20	0.1%
Other values (2968)	13705	98.4%

Value	Count	Frequency (%)
854	3	< 0.1%
855	1	< 0.1%
858	2	< 0.1%
859	2	< 0.1%
860	4	< 0.1%
861	2	< 0.1%
862	4	< 0.1%
863	3	< 0.1%
864	1	< 0.1%
865	2	< 0.1%

Value	Count	Frequency (%)
6287	1	< 0.1%
6261	1	< 0.1%
6251	1	< 0.1%
6236	1	< 0.1%
6171	1	< 0.1%
6137	1	< 0.1%
6074	1	< 0.1%
6026	1	< 0.1%
6016	1	< 0.1%
6014	1	< 0.1%

SPEC_FEAT_VAL
Real number (ℝ)

Zeros

Distinct	7583
Distinct (%)	54.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9562.4935

Minimum	0
Maximum	175020
Zeros	2290
Zeros (%)	16.4%
Negative	0
Negative (%)	0.0%
Memory size	109.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	810
median	2765.5
Q3	12352.25
95-th percentile	38452.4
Maximum	175020
Range	175020
Interquartile range (IQR)	11542.25

Descriptive statistics

Standard deviation	13890.968
Coefficient of variation (CV)	1.4526512
Kurtosis	4.6672485
Mean	9562.4935
Median Absolute Deviation (MAD)	2765.5
Skewness	1.9022502
Sum	1.3322466 × 10⁸
Variance	1.9295899 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2290	16.4%
550	45	0.3%
440	27	0.2%
4800	23	0.2%
1200	22	0.2%
3200	21	0.2%
2240	20	0.1%
2200	20	0.1%
2460	19	0.1%
1296	18	0.1%
Other values (7573)	11427	82.0%

Value	Count	Frequency (%)
0	2290	16.4%
5	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%
11	3	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
24	1	< 0.1%
29	2	< 0.1%
53	1	< 0.1%

Value	Count	Frequency (%)
175020	1	< 0.1%
123590	1	< 0.1%
110895	1	< 0.1%
110238	1	< 0.1%
101214	1	< 0.1%
100780	1	< 0.1%
99616	1	< 0.1%
93967	1	< 0.1%
89797	1	< 0.1%
87918	1	< 0.1%

RAIL_DIST
Real number (ℝ)

Distinct	13235
Distinct (%)	95.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8348.5487

Minimum	10.5
Maximum	29621.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.0 KiB

Quantile statistics

Minimum	10.5
5-th percentile	760.28
Q1	3299.45
median	7106.3
Q3	12102.6
95-th percentile	20243.705
Maximum	29621.5
Range	29611
Interquartile range (IQR)	8803.15

Descriptive statistics

Standard deviation	6178.0273
Coefficient of variation (CV)	0.74001213
Kurtosis	-0.012672868
Mean	8348.5487
Median Absolute Deviation (MAD)	4166.7
Skewness	0.82428245
Sum	1.1631198 × 10⁸
Variance	38168022
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	8	0.1%
16135.4	4	< 0.1%
49.9	4	< 0.1%
7140.5	3	< 0.1%
2510.4	3	< 0.1%
699.9	3	< 0.1%
6558.1	3	< 0.1%
2549.3	3	< 0.1%
1802.3	3	< 0.1%
14690.8	3	< 0.1%
Other values (13225)	13895	99.7%

Value	Count	Frequency (%)
10.5	1	< 0.1%
22.6	1	< 0.1%
27.4	1	< 0.1%
29.3	1	< 0.1%
29.6	1	< 0.1%
33.9	2	< 0.1%
36.7	1	< 0.1%
42.5	1	< 0.1%
45.4	1	< 0.1%
46.3	2	< 0.1%

Value	Count	Frequency (%)
29621.5	1	< 0.1%
29528.6	1	< 0.1%
29386.4	1	< 0.1%
29362.5	1	< 0.1%
29251.2	1	< 0.1%
29227.8	1	< 0.1%
29217.4	1	< 0.1%
29046.6	1	< 0.1%
29046.1	1	< 0.1%
28963.6	1	< 0.1%

OCEAN_DIST
Real number (ℝ)

Distinct	13617
Distinct (%)	97.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31690.994

Minimum	236.1
Maximum	75744.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.0 KiB

Quantile statistics

Minimum	236.1
5-th percentile	5444.675
Q1	18079.35
median	28541.75
Q3	44310.65
95-th percentile	62611.415
Maximum	75744.9
Range	75508.8
Interquartile range (IQR)	26231.3

Descriptive statistics

Standard deviation	17595.079
Coefficient of variation (CV)	0.55520756
Kurtosis	-0.69038076
Mean	31690.994
Median Absolute Deviation (MAD)	12438.75
Skewness	0.39314012
Sum	4.4151893 × 10⁸
Variance	3.0958682 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21012	3	< 0.1%
42047	3	< 0.1%
55025.2	3	< 0.1%
34891	3	< 0.1%
13858.2	3	< 0.1%
22211.5	3	< 0.1%
61433.2	3	< 0.1%
15183.3	3	< 0.1%
28968.2	3	< 0.1%
33545.3	3	< 0.1%
Other values (13607)	13902	99.8%

Value	Count	Frequency (%)
236.1	1	< 0.1%
308.8	1	< 0.1%
311.5	1	< 0.1%
376.7	1	< 0.1%
401	1	< 0.1%
435.7	1	< 0.1%
589.7	1	< 0.1%
623.4	1	< 0.1%
718.7	1	< 0.1%
725.5	1	< 0.1%

Value	Count	Frequency (%)
75744.9	1	< 0.1%
75669	1	< 0.1%
75610.5	1	< 0.1%
75550	1	< 0.1%
75544	1	< 0.1%
75535.7	1	< 0.1%
75370	1	< 0.1%
75367.8	1	< 0.1%
75306.4	1	< 0.1%
75247.9	1	< 0.1%

WATER_DIST
Real number (ℝ)

High correlation

Distinct	13218
Distinct (%)	94.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11960.285

Minimum	0
Maximum	50399.8
Zeros	108
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	109.0 KiB

Quantile statistics

Minimum	0
5-th percentile	401.47
Q1	2675.85
median	6922.6
Q3	19200
95-th percentile	36972.89
Maximum	50399.8
Range	50399.8
Interquartile range (IQR)	16524.15

Descriptive statistics

Standard deviation	11932.992
Coefficient of variation (CV)	0.99771804
Kurtosis	0.32899124
Mean	11960.285
Median Absolute Deviation (MAD)	5522
Skewness	1.1380489
Sum	1.6663069 × 10⁸
Variance	1.4239631 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	108	0.8%
7.2	4	< 0.1%
3424	3	< 0.1%
11	3	< 0.1%
6047	3	< 0.1%
6252.7	3	< 0.1%
1831.1	3	< 0.1%
2292.4	3	< 0.1%
31855.7	3	< 0.1%
523.4	3	< 0.1%
Other values (13208)	13796	99.0%

Value	Count	Frequency (%)
0	108	0.8%
0.1	1	< 0.1%
0.2	1	< 0.1%
1	1	< 0.1%
2.1	1	< 0.1%
2.2	1	< 0.1%
2.3	1	< 0.1%
2.9	1	< 0.1%
3.6	1	< 0.1%
3.8	1	< 0.1%

Value	Count	Frequency (%)
50399.8	1	< 0.1%
50279	1	< 0.1%
50206.2	1	< 0.1%
50162.5	1	< 0.1%
49988	1	< 0.1%
49941.7	1	< 0.1%
49840.9	1	< 0.1%
49798.2	1	< 0.1%
49768.7	1	< 0.1%
49693.8	1	< 0.1%

CNTR_DIST
Real number (ℝ)

High correlation

Distinct	13682
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	68490.327

Minimum	3825.6
Maximum	159976.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.0 KiB

Quantile statistics

Minimum	3825.6
5-th percentile	21199.575
Q1	42823.1
median	65852.4
Q3	89358.325
95-th percentile	132151.68
Maximum	159976.5
Range	156150.9
Interquartile range (IQR)	46535.225

Descriptive statistics

Standard deviation	32008.475
Coefficient of variation (CV)	0.467343
Kurtosis	-0.31393897
Mean	68490.327
Median Absolute Deviation (MAD)	23292.25
Skewness	0.42759819
Sum	9.5420724 × 10⁸
Variance	1.0245425 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
43025.9	3	< 0.1%
79187.6	3	< 0.1%
14557.6	3	< 0.1%
25074	3	< 0.1%
93953.7	3	< 0.1%
48378.1	3	< 0.1%
88949.5	2	< 0.1%
88348.4	2	< 0.1%
60642.1	2	< 0.1%
35167.4	2	< 0.1%
Other values (13672)	13906	99.8%

Value	Count	Frequency (%)
3825.6	1	< 0.1%
4509	1	< 0.1%
5454.2	1	< 0.1%
6146.5	1	< 0.1%
6189.3	1	< 0.1%
6275	1	< 0.1%
6360.4	1	< 0.1%
6468.6	1	< 0.1%
6561	1	< 0.1%
6631.4	1	< 0.1%

Value	Count	Frequency (%)
159976.5	1	< 0.1%
159393.8	1	< 0.1%
159161.7	1	< 0.1%
159017.5	1	< 0.1%
158200.6	1	< 0.1%
157703.2	1	< 0.1%
157375.8	1	< 0.1%
157296.1	1	< 0.1%
157250.4	1	< 0.1%
157206.3	1	< 0.1%

SUBCNTR_DI
Real number (ℝ)

High correlation

Distinct	13642
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41115.047

Minimum	1462.8
Maximum	110553.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.0 KiB

Quantile statistics

Minimum	1462.8
5-th percentile	8912.255
Q1	23996.25
median	41109.9
Q3	53949.375
95-th percentile	83551.61
Maximum	110553.8
Range	109091
Interquartile range (IQR)	29953.125

Descriptive statistics

Standard deviation	22161.826
Coefficient of variation (CV)	0.53901983
Kurtosis	-0.21126108
Mean	41115.047
Median Absolute Deviation (MAD)	15103.85
Skewness	0.45414991
Sum	5.7281484 × 10⁸
Variance	4.9114653 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60514.7	3	< 0.1%
45214.2	3	< 0.1%
37728.9	3	< 0.1%
44742.7	3	< 0.1%
25074	3	< 0.1%
14557.6	3	< 0.1%
44362.6	3	< 0.1%
45275	2	< 0.1%
29573.8	2	< 0.1%
47732.3	2	< 0.1%
Other values (13632)	13905	99.8%

Value	Count	Frequency (%)
1462.8	1	< 0.1%
1602.8	1	< 0.1%
1619.1	1	< 0.1%
1632.4	1	< 0.1%
1680.8	1	< 0.1%
1840	1	< 0.1%
1877	1	< 0.1%
1898.9	1	< 0.1%
1928.3	1	< 0.1%
1964.8	1	< 0.1%

Value	Count	Frequency (%)
110553.8	1	< 0.1%
109618.5	1	< 0.1%
109463.6	1	< 0.1%
109347.2	1	< 0.1%
108929.2	1	< 0.1%
108333.6	1	< 0.1%
108067.3	1	< 0.1%
107949.6	1	< 0.1%
107911.3	1	< 0.1%
107803.2	1	< 0.1%

HWY_DIST
Real number (ℝ)

Distinct	13213
Distinct (%)	94.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7723.7707

Minimum	90.2
Maximum	48167.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.0 KiB

Quantile statistics

Minimum	90.2
5-th percentile	759.46
Q1	2998.125
median	6159.75
Q3	10854.2
95-th percentile	20068.93
Maximum	48167.3
Range	48077.1
Interquartile range (IQR)	7856.075

Descriptive statistics

Standard deviation	6068.9361
Coefficient of variation (CV)	0.78574784
Kurtosis	1.1026945
Mean	7723.7707
Median Absolute Deviation (MAD)	3621.35
Skewness	1.1162497
Sum	1.0760757 × 10⁸
Variance	36831985
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2140.8	4	< 0.1%
1022.6	3	< 0.1%
857.4	3	< 0.1%
13816.9	3	< 0.1%
4589.9	3	< 0.1%
13752.4	3	< 0.1%
1848	3	< 0.1%
10656.3	3	< 0.1%
4522.1	3	< 0.1%
1582.4	3	< 0.1%
Other values (13203)	13901	99.8%

Value	Count	Frequency (%)
90.2	1	< 0.1%
93.9	1	< 0.1%
96.5	1	< 0.1%
96.9	1	< 0.1%
101.7	1	< 0.1%
104.7	1	< 0.1%
105.9	1	< 0.1%
109	1	< 0.1%
110.6	1	< 0.1%
111	1	< 0.1%

Value	Count	Frequency (%)
48167.3	1	< 0.1%
46641.4	1	< 0.1%
44755.9	1	< 0.1%
39633.5	1	< 0.1%
39484.1	1	< 0.1%
39266.3	1	< 0.1%
38701.1	1	< 0.1%
38398.5	1	< 0.1%
37222.8	1	< 0.1%
36922.9	1	< 0.1%

age
Real number (ℝ)

High correlation Zeros

Distinct	96
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.669251

Minimum	0
Maximum	96
Zeros	1003
Zeros (%)	7.2%
Negative	0
Negative (%)	0.0%
Memory size	109.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14
median	26
Q3	46
95-th percentile	67
Maximum	96
Range	96
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	21.153068
Coefficient of variation (CV)	0.68971585
Kurtosis	-0.65313121
Mean	30.669251
Median Absolute Deviation (MAD)	14
Skewness	0.50501449
Sum	427284
Variance	447.45229
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1003	7.2%
16	511	3.7%
26	453	3.3%
21	447	3.2%
11	434	3.1%
36	363	2.6%
12	331	2.4%
10	330	2.4%
23	329	2.4%
31	308	2.2%
Other values (86)	9423	67.6%

Value	Count	Frequency (%)
0	1003	7.2%
1	200	1.4%
2	68	0.5%
3	97	0.7%
4	71	0.5%
5	52	0.4%
6	138	1.0%
7	58	0.4%
8	59	0.4%
9	195	1.4%

Value	Count	Frequency (%)
96	3	< 0.1%
94	1	< 0.1%
93	3	< 0.1%
92	9	0.1%
91	21	0.2%
90	16	0.1%
89	3	< 0.1%
88	11	0.1%
87	5	< 0.1%
86	9	0.1%

avno60plus
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	109.0 KiB

0.0	13724
1.0	208

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	41796
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	13724	98.5%
1.0	208	1.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	13724	98.5%
1.0	208	1.5%

Most occurring characters

Value	Count	Frequency (%)
0	27656	66.2%
.	13932	33.3%
1	208	0.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	41796	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	27656	66.2%
.	13932	33.3%
1	208	0.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	41796	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	27656	66.2%
.	13932	33.3%
1	208	0.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	41796	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	27656	66.2%
.	13932	33.3%
1	208	0.5%

month_sold
Real number (ℝ)

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.6558283

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	9
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.3015235
Coefficient of variation (CV)	0.49603495
Kurtosis	-1.1199705
Mean	6.6558283
Median Absolute Deviation (MAD)	3
Skewness	-0.0056676051
Sum	92729
Variance	10.900057
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
6	1387	10.0%
8	1275	9.2%
5	1245	8.9%
4	1234	8.9%
3	1224	8.8%
9	1218	8.7%
7	1210	8.7%
12	1161	8.3%
11	1159	8.3%
10	1057	7.6%
Other values (2)	1762	12.6%

Value	Count	Frequency (%)
1	833	6.0%
2	929	6.7%
3	1224	8.8%
4	1234	8.9%
5	1245	8.9%
6	1387	10.0%
7	1210	8.7%
8	1275	9.2%
9	1218	8.7%
10	1057	7.6%

Value	Count	Frequency (%)
12	1161	8.3%
11	1159	8.3%
10	1057	7.6%
9	1218	8.7%
8	1275	9.2%
7	1210	8.7%
6	1387	10.0%
5	1245	8.9%
4	1234	8.9%
3	1224	8.8%

structure_quality
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	109.0 KiB

4.0	7625
2.0	4110
5.0	2002
1.0	179
3.0	16

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	41796
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4.0
2nd row	4.0
3rd row	4.0
4th row	4.0
5th row	4.0

Common Values

Value	Count	Frequency (%)
4.0	7625	54.7%
2.0	4110	29.5%
5.0	2002	14.4%
1.0	179	1.3%
3.0	16	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	7625	54.7%
2.0	4110	29.5%
5.0	2002	14.4%
1.0	179	1.3%
3.0	16	0.1%

Most occurring characters

Value	Count	Frequency (%)
.	13932	33.3%
0	13932	33.3%
4	7625	18.2%
2	4110	9.8%
5	2002	4.8%
1	179	0.4%
3	16	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	41796	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	13932	33.3%
0	13932	33.3%
4	7625	18.2%
2	4110	9.8%
5	2002	4.8%
1	179	0.4%
3	16	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	41796	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	13932	33.3%
0	13932	33.3%
4	7625	18.2%
2	4110	9.8%
5	2002	4.8%
1	179	0.4%
3	16	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	41796	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	13932	33.3%
0	13932	33.3%
4	7625	18.2%
2	4110	9.8%
5	2002	4.8%
1	179	0.4%
3	16	< 0.1%

	CNTR_DIST	HWY_DIST	LATITUDE	LND_SQFOOT	LONGITUDE	OCEAN_DIST	PARCELNO	RAIL_DIST	SALE_PRC	SPEC_FEAT_VAL	SUBCNTR_DI	TOT_LVG_AREA	WATER_DIST	age	avno60plus	month_sold	structure_quality
CNTR_DIST	1.000	0.042	-0.698	-0.153	-0.833	0.275	0.609	0.445	-0.181	-0.041	0.697	0.239	0.584	-0.557	0.197	0.025	0.306
HWY_DIST	0.042	1.000	-0.108	0.070	-0.172	0.029	0.012	-0.071	0.327	0.109	-0.138	0.220	0.190	-0.077	0.097	-0.010	0.124
LATITUDE	-0.698	-0.108	1.000	0.033	0.720	0.222	-0.350	-0.183	-0.020	0.026	-0.093	-0.260	-0.536	0.435	0.303	-0.024	0.311
LND_SQFOOT	-0.153	0.070	0.033	1.000	0.206	-0.238	0.036	-0.077	0.326	0.388	-0.234	0.278	-0.186	0.276	0.018	0.010	0.024
LONGITUDE	-0.833	-0.172	0.720	0.206	1.000	-0.469	-0.445	-0.332	0.003	0.007	-0.371	-0.268	-0.820	0.496	0.215	-0.012	0.243
OCEAN_DIST	0.275	0.029	0.222	-0.238	-0.469	1.000	0.163	0.214	-0.177	-0.013	0.443	-0.043	0.456	-0.115	0.205	-0.011	0.247
PARCELNO	0.609	0.012	-0.350	0.036	-0.445	0.163	1.000	0.279	-0.084	0.058	0.384	0.165	0.270	-0.323	0.319	0.013	0.244
RAIL_DIST	0.445	-0.071	-0.183	-0.077	-0.332	0.214	0.279	1.000	-0.075	-0.012	0.430	0.131	0.183	-0.230	0.148	0.012	0.099
SALE_PRC	-0.181	0.327	-0.020	0.326	0.003	-0.177	-0.084	-0.075	1.000	0.388	-0.405	0.695	0.005	-0.189	0.034	0.037	0.299
SPEC_FEAT_VAL	-0.041	0.109	0.026	0.388	0.007	-0.013	0.058	-0.012	0.388	1.000	-0.109	0.349	-0.023	-0.011	0.000	-0.018	0.100
SUBCNTR_DI	0.697	-0.138	-0.093	-0.234	-0.371	0.443	0.384	0.430	-0.405	-0.109	1.000	0.015	0.163	-0.391	0.267	0.017	0.226
TOT_LVG_AREA	0.239	0.220	-0.260	0.278	-0.268	-0.043	0.165	0.131	0.695	0.349	0.015	1.000	0.205	-0.376	0.066	0.012	0.156
WATER_DIST	0.584	0.190	-0.536	-0.186	-0.820	0.456	0.270	0.183	0.005	-0.023	0.163	0.205	1.000	-0.343	0.129	0.011	0.210
age	-0.557	-0.077	0.435	0.276	0.496	-0.115	-0.323	-0.230	-0.189	-0.011	-0.391	-0.376	-0.343	1.000	0.123	-0.043	0.173
avno60plus	0.197	0.097	0.303	0.018	0.215	0.205	0.319	0.148	0.034	0.000	0.267	0.066	0.129	0.123	1.000	0.030	0.106
month_sold	0.025	-0.010	-0.024	0.010	-0.012	-0.011	0.013	0.012	0.037	-0.018	0.017	0.012	0.011	-0.043	0.030	1.000	0.014
structure_quality	0.306	0.124	0.311	0.024	0.243	0.247	0.244	0.099	0.299	0.100	0.226	0.156	0.210	0.173	0.106	0.014	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	LATITUDE	LONGITUDE	PARCELNO	SALE_PRC	LND_SQFOOT	TOT_LVG_AREA	SPEC_FEAT_VAL	RAIL_DIST	OCEAN_DIST	WATER_DIST	CNTR_DIST	SUBCNTR_DI	HWY_DIST	age	month_sold	structure_quality
0	25.891031	-80.160561	3.074472e-312	440000.0	9375.0	1753.0	0.0	2815.9	12811.4	347.6	42815.3	37742.2	15954.9	67.0	8.0	4.0
1	25.891324	-80.153968	3.074472e-312	349000.0	9375.0	1715.0	0.0	4359.1	10648.4	337.8	43504.9	37340.5	18125.0	63.0	9.0	4.0
2	25.891334	-80.153740	3.074472e-312	800000.0	9375.0	2276.0	49206.0	4412.9	10574.1	297.1	43530.4	37328.7	18200.5	61.0	2.0	4.0
3	25.891765	-80.152657	3.074472e-312	988000.0	12450.0	2058.0	10033.0	4585.0	10156.5	0.0	43797.5	37423.2	18514.4	63.0	9.0	4.0
4	25.891825	-80.154639	3.074472e-312	755000.0	12800.0	1684.0	16681.0	4063.4	10836.8	326.6	43599.7	37550.8	17903.4	42.0	7.0	4.0
5	25.892060	-80.161354	3.074472e-312	630000.0	9900.0	1531.0	2978.0	2391.4	13017.0	188.9	43135.1	38176.2	15687.2	41.0	2.0	4.0
6	25.892473	-80.157217	3.074472e-312	1020000.0	10387.0	1753.0	23116.0	3277.4	11667.8	0.0	43598.7	37973.9	17068.2	63.0	2.0	5.0
7	25.893019	-80.157426	3.074472e-312	850000.0	10272.0	1663.0	34933.0	3112.4	11718.1	10.5	43780.8	38198.3	16989.9	21.0	9.0	4.0
8	25.893046	-80.161556	3.074472e-312	250000.0	9375.0	1493.0	11668.0	2081.8	13043.8	51.5	43481.7	38542.0	15623.3	56.0	3.0	4.0
9	25.893050	-80.158048	3.074472e-312	1220000.0	13803.0	3077.0	34580.0	2937.7	11917.7	9.7	43730.1	38235.2	16787.0	63.0	11.0	5.0

	LATITUDE	LONGITUDE	PARCELNO	SALE_PRC	LND_SQFOOT	TOT_LVG_AREA	SPEC_FEAT_VAL	RAIL_DIST	OCEAN_DIST	WATER_DIST	CNTR_DIST	SUBCNTR_DI	HWY_DIST	age	month_sold	structure_quality
13922	25.610857	-80.381049	1.507053e-311	245000.0	8000.0	1731.0	13686.0	6742.1	23833.3	10397.0	86423.6	35873.5	905.4	33.0	7.0	2.0
13923	25.611927	-80.381109	1.507053e-311	265000.0	8000.0	1346.0	7944.0	6629.0	23890.1	10669.9	86168.4	35582.8	908.8	13.0	9.0	2.0
13924	25.612170	-80.382848	1.511525e-311	230000.0	7500.0	1539.0	3474.0	6051.2	24470.3	11159.2	86523.5	35879.1	1478.7	33.0	5.0	2.0
13925	25.780463	-80.260725	6.488077e-313	315000.0	9062.0	2261.0	2856.0	4221.7	19831.4	3030.7	22394.5	11189.9	1864.3	68.0	2.0	4.0
13926	25.782801	-80.260760	6.488072e-313	215000.0	9605.0	1640.0	6856.0	3665.3	20593.9	2918.8	22467.2	12042.3	1022.3	69.0	3.0	2.0
13927	25.783130	-80.259795	6.488072e-313	275000.0	6780.0	967.0	6580.0	3844.5	20568.0	3252.4	22175.9	12150.1	917.4	16.0	4.0	4.0
13928	25.783585	-80.260354	6.488072e-313	340000.0	7500.0	1854.0	2544.0	3593.6	20791.9	3077.7	22375.1	12316.8	738.2	26.0	5.0	4.0
13929	25.783793	-80.256126	6.488072e-313	287500.0	8460.0	1271.0	2064.0	4143.2	20307.9	3588.4	20966.9	12433.0	743.7	16.0	7.0	4.0
13930	25.784007	-80.257542	6.488072e-313	315000.0	7500.0	1613.0	3136.0	3986.9	20542.6	3589.1	21475.6	12458.0	626.1	16.0	8.0	4.0
13931	25.784387	-80.258901	6.488072e-313	250000.0	8833.0	1867.0	266.0	3793.9	20859.6	3421.0	21928.6	12599.0	474.7	62.0	11.0	4.0

Overview

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample